作者位次 #8/8ICLR 2026Poster· Reinforcement Learning / Deep RL
Don't Just Fine-tune the Agent, Tune the Environment
Siyuan Lu · Zechuan Wang · Hongxuan Zhang · Qintong Wu · Leilei Gan · Chenyi Zhuang · Jinjie Gu · Tao Lin
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Siyuan Lu · Zechuan Wang · Hongxuan Zhang · Qintong Wu · Leilei Gan · Chenyi Zhuang · Jinjie Gu · Tao Lin
Fulin Lin · shaowen chen · Ruishan Fang · Hongwei Wang · Tao Lin
Peng Sun · Tao Lin
Zhenglin Cheng · Peng Sun · Jianguo Li · Tao Lin
Hongjun Wang · Lin Liu · Jianguo Li · Tao Lin
Bowen Ding · Yuhan Chen · Jiayang Lyu · Jiyao Yuan · Qi Zhu · Shuangshuang Tian · Dantong Zhu · Futing Wang · Heyuan Deng · Fei Mi · Lifeng Shang · Tao Lin
Supervised Fine-Tuning (SFT) and Reinforcement Learning (RL) dominate the post-training landscape for mathematical reasoning, yet differ fundamentally in their reliance on expert trajectories. To understand the optimal way to harness these trajectories for maximizing performance, we propose the P...